AWSR: Active web service recommendation based on usage history

Proceedings - 2012 IEEE 19th International Conference on Web Services, ICWS 2012

Volumn , Issue , 2012, Pages 186-193

  Kang, Guosheng ^a   Liu, Jianxun ^a   Tang, Mingdong ^a   Liu, Xiaoqing ^b   Cao, Buqing ^a   Xu, Yu ^a  

^a HUNAN UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

^b Architectural and Environmental Engineering   (United States)

Author keywords

QoS; TF IDF; Usage history; User interests; Web service; Web service recommendation

Indexed keywords

DATA SETS; EXCELLENT PERFORMANCE; FUNCTIONAL SIMILARITY; LARGE SCALE EXPERIMENTS; NON-FUNCTIONAL REQUIREMENTS; RESEARCH PROBLEMS; SIMILARITY MEASUREMENTS; TF/IDF; USER INTERESTS;

QUALITY OF SERVICE; WEBSITES;

WEB SERVICES;

EID: 84866412293     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICWS.2012.86     Document Type: Conference Paper

References (22)

1. Y. Jiang, J. Liu, M. Tang, et al. "An effective Web service recommendation based on personalized collaborative filtering". In Proceedings of International Conference on Web Services (ICWS2011). IEEE Computer Society, pp. 211-218, 2011.
2. http://125.221.225.2:8080/WSSM/English/index, 2011.
3. V. Cardellini, E. Casalicchio, V. Grassi, et al. "Flow-based service selection forweb service composition supporting multiple qos classes". In Proceedings of International Conference on Web Services (ICWS'07). IEEE Computer Society, pp. 743-750, 2007.
4. J. El Haddad, M. Manouvrier, G. Ramirez, et al. "QoS-driven selection of web services for transactional composition". In Proceedings of International Conference on Web Services (ICWS'08). IEEE Computer Society, pp. 653-660, 2008.
5. M. Alrifai, T. Risse. "Combining global optimization with local selection for efficient QoS-aware service composition". In Proceedings of the 18th international conference on World Wide Web (WWW'09). ACM, pp. 881-890, 2009.
6. L. Qi, Y. Tang, W. Dou, et al. "Combining local optimization and enumeration for QoS-aware Web service composition". In Proceedings of International Conference on Web Services (ICWS2010). IEEE Computer Society, pp. 34-41, 2010.
7. M. Alrifai, D. Skoutas, T. Risse. "Selecting skyline services for QoS-based web service composition". In Proceedings of International World Wide Web Conference (WWW2010). ACM, pp. 11-20, 2010.
8. G. Kang, J. Liu, M. Tang, et al. "Web service selection for resolving conflicting service requests". In Proceedings of International Conference on Web Services. IEEE Computer Society (ICWS 2011), pp. 388-394, 2011.
9. D. Goldberg, D. Nichols, B.M. Oki, et al. "Using collaborative filtering to weave an information tapestry". Communications of the ACM, Vol. 35, No. 12, pp. 61-70, 1992.
10. L. Shao, J. Zhang, Y. Wei, et al. "Personalized qos prediction forweb services via collaborative filtering". In Proceedings of International Conference on Web Services (ICWS'07). IEEE Computer Society, pp. 439-446, 2007.
11. Z. Zheng, H. Ma, M.R. Lyu, et al. "QoS-Aware Web Service Recommendation by Collaborative Filtering", IEEE Transactions on Service Computing , vol.4, no.2, pp.140-152, 2011.
12. X. Chen, X. Liu, Z. Huang, et al. "RegionKNN: a scalable hybrid collaborative filtering algorithm for personalized Web servicer ecommendation". In Proceedings of International Conference on Web Services (ICWS2010). IEEE Computer Society, pp. 9-16, 2010.
13. Q. Zhang, C. Ding, C.H. Chi. "Collaborative Filtering Based Service Ranking Using Invocation Histories". In Proceedings of International Conference on Web Services (ICWS2011). IEEE Coputer Society, pp. 195-202, 2011.
14. G. Adomavicius, A. Tuzhilin. "Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions". IEEE Transactions on Knowledge and Data Engineering, Vol. 17, No. 6, pp. 734-749, 2005.
15. J.L. Herlocker, J.A. Konstan, J. Riedl. "Explaining collaborative filtering recommendations". In Proceedings of the 2000 ACM Conference on Computer Supported Cooperative Work (CSCW'00), pp. 241-250, 2000.
16. J.B. Schafer, J. Konstan, J. Riedi. "Recommender systems in e-commerce". In Proceedings of the 1st ACM Conference on Electronic Commerce (EC'99). ACM, pp. 158-166, 1999.
17. P. Resnick, H.R. Varian. "Recommender systems". Communications of the ACM, Vol. 40, No. 3, pp. 56-58, 1997.
18. K.S. Jones. "A statistical interpretation of term specificity and its application in retrieval". Journal of Documentation, Vol. 28, No. 1, pp. 11-21, 1972.
19. http://en.wikipedia.org/wiki/TF-IDF, 2011.
20. S. Robertson. "Understanding inverse document frequency: on theoretical arguments for IDF". Journal of Documentation, Vol. 60, No. 5, pp. 503-520, 2004.
21. Y. Zhang, Z. Zheng, M.R. Lyu. "WSExpress: a QoS-aware search engine for web services". In Proceedings of International Conference on Web Services (ICWS2010). IEEE Computer Society, pp. 91-98, 2010.
22. K. Järvelin, J. Kekäläinen. "Cumulated gain-based evaluation of IR techniques". ACM Transactions on Information Systems (TOIS), Vol. 20, No. 4, pp. 422-446, 2002.